{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  面部检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"faceId\": \"7bb51f9e-5faf-459b-b702-f65d0076159d\", \"faceRectangle\": {\"top\": 209, \"left\": 180, \"width\": 321, \"height\": 321}, \"faceAttributes\": {\"smile\": 0.0, \"headPose\": {\"pitch\": -8.7, \"roll\": -0.5, \"yaw\": -3.6}, \"gender\": \"male\", \"age\": 20.0, \"facialHair\": {\"moustache\": 0.1, \"beard\": 0.1, \"sideburns\": 0.1}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.0, \"neutral\": 0.995, \"sadness\": 0.005, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"medium\", \"value\": 0.63}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.7}, \"noise\": {\"noiseLevel\": \"medium\", \"value\": 0.35}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": false}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.11, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"other\", \"confidence\": 0.83}, {\"color\": \"gray\", \"confidence\": 0.33}, {\"color\": \"brown\", \"confidence\": 0.2}, {\"color\": \"red\", \"confidence\": 0.06}, {\"color\": \"blond\", \"confidence\": 0.05}, {\"color\": \"white\", \"confidence\": 0.0}]}}}]'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1 面部检测\n",
    "import requests\n",
    "import json\n",
    "\n",
    "# set to your own subscription key value\n",
    "subscription_key = \"f989fceb9e0248129206f8072802ed1b\"\n",
    "assert subscription_key\n",
    "\n",
    "# replace <My Endpoint String> with the string from your endpoint URL\n",
    "face_api_url = 'https://api-hzh.cognitiveservices.azure.com/face/v1.0/detect'\n",
    "\n",
    "# 请求正文body\n",
    "image_url = 'http://huang_zehao.gitee.io/picture-storage/huangzehao.jpg'\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "# 请求参数parameters\n",
    "params = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'false',\n",
    "    # 可选参数,请仔细阅读API文档\n",
    "    'returnFaceAttributes': 'age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure,noise',\n",
    "}\n",
    "\n",
    "response = requests.post(face_api_url, params=params,\n",
    "                         headers=headers, json={\"url\": image_url})\n",
    "# json.dumps 将json--->bytes\n",
    "json.dumps(response.json())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## json 转义"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'faceId': '7bb51f9e-5faf-459b-b702-f65d0076159d',\n",
       "  'faceRectangle': {'top': 209, 'left': 180, 'width': 321, 'height': 321},\n",
       "  'faceAttributes': {'smile': 0.0,\n",
       "   'headPose': {'pitch': -8.7, 'roll': -0.5, 'yaw': -3.6},\n",
       "   'gender': 'male',\n",
       "   'age': 20.0,\n",
       "   'facialHair': {'moustache': 0.1, 'beard': 0.1, 'sideburns': 0.1},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.0,\n",
       "    'neutral': 0.995,\n",
       "    'sadness': 0.005,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'medium', 'value': 0.63},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.7},\n",
       "   'noise': {'noiseLevel': 'medium', 'value': 0.35},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': False},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.11,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 1.0},\n",
       "     {'color': 'other', 'confidence': 0.83},\n",
       "     {'color': 'gray', 'confidence': 0.33},\n",
       "     {'color': 'brown', 'confidence': 0.2},\n",
       "     {'color': 'red', 'confidence': 0.06},\n",
       "     {'color': 'blond', 'confidence': 0.05},\n",
       "     {'color': 'white', 'confidence': 0.0}]}}}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-2\n",
    "results = response.json()\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pandas 数据表格化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faceId</th>\n",
       "      <th>faceRectangle.top</th>\n",
       "      <th>faceRectangle.left</th>\n",
       "      <th>faceRectangle.width</th>\n",
       "      <th>faceRectangle.height</th>\n",
       "      <th>faceAttributes.smile</th>\n",
       "      <th>faceAttributes.headPose.pitch</th>\n",
       "      <th>faceAttributes.headPose.roll</th>\n",
       "      <th>faceAttributes.headPose.yaw</th>\n",
       "      <th>faceAttributes.gender</th>\n",
       "      <th>...</th>\n",
       "      <th>faceAttributes.noise.value</th>\n",
       "      <th>faceAttributes.makeup.eyeMakeup</th>\n",
       "      <th>faceAttributes.makeup.lipMakeup</th>\n",
       "      <th>faceAttributes.accessories</th>\n",
       "      <th>faceAttributes.occlusion.foreheadOccluded</th>\n",
       "      <th>faceAttributes.occlusion.eyeOccluded</th>\n",
       "      <th>faceAttributes.occlusion.mouthOccluded</th>\n",
       "      <th>faceAttributes.hair.bald</th>\n",
       "      <th>faceAttributes.hair.invisible</th>\n",
       "      <th>faceAttributes.hair.hairColor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7bb51f9e-5faf-459b-b702-f65d0076159d</td>\n",
       "      <td>209</td>\n",
       "      <td>180</td>\n",
       "      <td>321</td>\n",
       "      <td>321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.7</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>male</td>\n",
       "      <td>...</td>\n",
       "      <td>0.35</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.11</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'color': 'black', 'confidence': 1.0}, {'colo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 faceId  faceRectangle.top  \\\n",
       "0  7bb51f9e-5faf-459b-b702-f65d0076159d                209   \n",
       "\n",
       "   faceRectangle.left  faceRectangle.width  faceRectangle.height  \\\n",
       "0                 180                  321                   321   \n",
       "\n",
       "   faceAttributes.smile  faceAttributes.headPose.pitch  \\\n",
       "0                   0.0                           -8.7   \n",
       "\n",
       "   faceAttributes.headPose.roll  faceAttributes.headPose.yaw  \\\n",
       "0                          -0.5                         -3.6   \n",
       "\n",
       "  faceAttributes.gender  ...  faceAttributes.noise.value  \\\n",
       "0                  male  ...                        0.35   \n",
       "\n",
       "   faceAttributes.makeup.eyeMakeup  faceAttributes.makeup.lipMakeup  \\\n",
       "0                            False                            False   \n",
       "\n",
       "   faceAttributes.accessories faceAttributes.occlusion.foreheadOccluded  \\\n",
       "0                          []                                     False   \n",
       "\n",
       "   faceAttributes.occlusion.eyeOccluded  \\\n",
       "0                                 False   \n",
       "\n",
       "   faceAttributes.occlusion.mouthOccluded  faceAttributes.hair.bald  \\\n",
       "0                                   False                      0.11   \n",
       "\n",
       "   faceAttributes.hair.invisible  \\\n",
       "0                          False   \n",
       "\n",
       "                       faceAttributes.hair.hairColor  \n",
       "0  [{'color': 'black', 'confidence': 1.0}, {'colo...  \n",
       "\n",
       "[1 rows x 38 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-3\n",
    "import pandas as pd\n",
    "df_face = pd.json_normalize(results)\n",
    "df_face"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据取值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['7bb51f9e-5faf-459b-b702-f65d0076159d']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "faceID = df_face['faceId'].values.tolist()\n",
    "faceID "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['faceId', 'faceRectangle.top', 'faceRectangle.left',\n",
       "       'faceRectangle.width', 'faceRectangle.height', 'faceAttributes.smile',\n",
       "       'faceAttributes.headPose.pitch', 'faceAttributes.headPose.roll',\n",
       "       'faceAttributes.headPose.yaw', 'faceAttributes.gender',\n",
       "       'faceAttributes.age', 'faceAttributes.facialHair.moustache',\n",
       "       'faceAttributes.facialHair.beard',\n",
       "       'faceAttributes.facialHair.sideburns', 'faceAttributes.glasses',\n",
       "       'faceAttributes.emotion.anger', 'faceAttributes.emotion.contempt',\n",
       "       'faceAttributes.emotion.disgust', 'faceAttributes.emotion.fear',\n",
       "       'faceAttributes.emotion.happiness', 'faceAttributes.emotion.neutral',\n",
       "       'faceAttributes.emotion.sadness', 'faceAttributes.emotion.surprise',\n",
       "       'faceAttributes.blur.blurLevel', 'faceAttributes.blur.value',\n",
       "       'faceAttributes.exposure.exposureLevel',\n",
       "       'faceAttributes.exposure.value', 'faceAttributes.noise.noiseLevel',\n",
       "       'faceAttributes.noise.value', 'faceAttributes.makeup.eyeMakeup',\n",
       "       'faceAttributes.makeup.lipMakeup', 'faceAttributes.accessories',\n",
       "       'faceAttributes.occlusion.foreheadOccluded',\n",
       "       'faceAttributes.occlusion.eyeOccluded',\n",
       "       'faceAttributes.occlusion.mouthOccluded', 'faceAttributes.hair.bald',\n",
       "       'faceAttributes.hair.invisible', 'faceAttributes.hair.hairColor'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查属性/特征值\n",
    "df_face.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faceId</th>\n",
       "      <th>faceAttributes.glasses</th>\n",
       "      <th>faceAttributes.emotion.neutral</th>\n",
       "      <th>faceAttributes.age</th>\n",
       "      <th>faceAttributes.gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7bb51f9e-5faf-459b-b702-f65d0076159d</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.995</td>\n",
       "      <td>20.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 faceId faceAttributes.glasses  \\\n",
       "0  7bb51f9e-5faf-459b-b702-f65d0076159d              NoGlasses   \n",
       "\n",
       "   faceAttributes.emotion.neutral  faceAttributes.age faceAttributes.gender  \n",
       "0                           0.995                20.0                  male  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可观察其中几组数据\n",
    "df_face[['faceId','faceAttributes.glasses','faceAttributes.emotion.neutral','faceAttributes.age','faceAttributes.gender']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸相似度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## create facelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "# 1、create  list列表\n",
    "# faceListId\n",
    "faceListId = \"hzh05\" # 学生填写设置人脸列表ID\n",
    "create_facelists_url = 'https://api-hzh.cognitiveservices.azure.com/face/v1.0/facelists/{}' # 学生填写 ☆ 注意此条url修改\n",
    "subscription_key = \"f989fceb9e0248129206f8072802ed1b\"\n",
    "assert subscription_key\n",
    "\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key ,\n",
    "}\n",
    "data = {\n",
    "    \"name\": \"能过就行\",\n",
    "    \"userData\": \"照片库\",\n",
    "    \"recognitionModel\": \"recognition_03\",\n",
    "    \n",
    "}\n",
    "\n",
    "r_create = requests.put(create_facelists_url.format(faceListId),headers=headers,json=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b''"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_create.content"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## get facelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url =\"https://api-hzh.cognitiveservices.azure.com/face/v1.0/facelists/{}\" # 学生填写\n",
    "r_get_facelist = requests.get(get_facelist_url.format(faceListId),headers=headers)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [],\n",
       " 'faceListId': 'hzh05',\n",
       " 'name': '能过就行',\n",
       " 'userData': '照片库'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_get_facelist.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 添加人脸"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先加一张脸试试\n",
    "# 2、Add face\n",
    "add_face_url =\"https://api-hzh.cognitiveservices.azure.com/face/v1.0/facelists/{}/persistedfaces\"\n",
    "\n",
    "assert subscription_key\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "}\n",
    "img_url = \"http://huang_zehao.gitee.io/picture-storage/huangzehao.jpg\"\n",
    "\n",
    "params_add_face={\n",
    "    \"userData\":\"黄泽豪\"\n",
    "}\n",
    "\n",
    "r_add_face = requests.post(add_face_url.format(faceListId),headers=headers,params=params_add_face,json={\"url\":img_url})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_add_face.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaceId': 'bac0ea52-353d-4a2a-9cf1-da78109f019d'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_add_face.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 封装成函数方便多次使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 封装成函数方便添加图片/函数——可以重复使用相同的功能\n",
    "def AddFace(img_url=str,userData=str):\n",
    "    add_face_url =\"https://api-hzh.cognitiveservices.azure.com/face/v1.0/facelists/{}/persistedFaces\"\n",
    "    assert subscription_key\n",
    "    headers = {\n",
    "        # Request headers\n",
    "        'Content-Type': 'application/json',\n",
    "        'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "    }\n",
    "    img_url = img_url\n",
    "\n",
    "    params_add_face={\n",
    "        \"userData\":userData\n",
    "    }\n",
    "    r_add_face = requests.post(add_face_url.format(faceListId),headers=headers,params=params_add_face,json={\"url\":img_url})\n",
    "    return r_add_face.status_code#返回出状态码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AddFace(\"http://huang_zehao.gitee.io/picture-storage/huangzehao.jpg\",\"黄泽豪\")\n",
    "AddFace(\"http://huang_zehao.gitee.io/picture-storage/chenlinlin.jpg\",\"陈琳琳\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [{'persistedFaceId': 'bac0ea52-353d-4a2a-9cf1-da78109f019d',\n",
       "   'userData': '黄泽豪'},\n",
       "  {'persistedFaceId': 'f957541a-df00-4dae-9cce-8920f679ba34',\n",
       "   'userData': '黄泽豪'},\n",
       "  {'persistedFaceId': '1029b09a-bc24-4c60-ad99-a07bc319acfc',\n",
       "   'userData': '陈琳琳'}],\n",
       " 'faceListId': 'hzh05',\n",
       " 'name': '能过就行',\n",
       " 'userData': '照片库'}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url = \"https://api-hzh.cognitiveservices.azure.com/face/v1.0/facelists/{}\"\n",
    "r_get_facelist = requests.get(get_facelist_url.format(faceListId),headers=headers,params=data)\n",
    "r_get_facelist.json()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find similars 返回相似置信度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'faceId': '32cee518-dbc0-4b76-b7f7-bd951d495df9',\n",
       "  'faceRectangle': {'top': 209, 'left': 180, 'width': 321, 'height': 321},\n",
       "  'faceAttributes': {'smile': 0.0,\n",
       "   'headPose': {'pitch': -8.7, 'roll': -0.5, 'yaw': -3.6},\n",
       "   'gender': 'male',\n",
       "   'age': 20.0,\n",
       "   'facialHair': {'moustache': 0.1, 'beard': 0.1, 'sideburns': 0.1},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.0,\n",
       "    'neutral': 0.995,\n",
       "    'sadness': 0.005,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'medium', 'value': 0.63},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.7},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': False},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.11,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 1.0},\n",
       "     {'color': 'other', 'confidence': 0.83},\n",
       "     {'color': 'gray', 'confidence': 0.33},\n",
       "     {'color': 'brown', 'confidence': 0.2},\n",
       "     {'color': 'red', 'confidence': 0.06},\n",
       "     {'color': 'blond', 'confidence': 0.05},\n",
       "     {'color': 'white', 'confidence': 0.0}]}}}]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Detect 检测人脸的id\n",
    "# replace <My Endpoint String> with the string from your endpoint URL\n",
    "face_api_url = 'https://api-hzh.cognitiveservices.azure.com/face/v1.0/detect'\n",
    "\n",
    "# 请求正文\n",
    "image_url = 'http://huang_zehao.gitee.io/picture-storage/huangzehao.jpg'\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "# 请求参数\n",
    "params = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'false',\n",
    "    # 选择model\n",
    "    'recognitionModel':'recognition_03',#此参数需与facelist参数一致\n",
    "    'detectionModel':'detection_01',\n",
    "    # 可选参数,请仔细阅读API文档\n",
    "    'returnFaceAttributes': 'age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure',\n",
    "}\n",
    "\n",
    "response = requests.post(face_api_url, params=params,\n",
    "                         headers=headers, json={\"url\": image_url})\n",
    "# json.dumps 将json--->字符串\n",
    "response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "findsimilars_url = \"https://api-hzh.cognitiveservices.azure.com/face/v1.0/findsimilars\"\n",
    "\n",
    "# 请求正文 faceId需要先检测一张照片获取\n",
    "data_findsimilars = {\n",
    "    \"faceId\":\"32cee518-dbc0-4b76-b7f7-bd951d495df9\",#取上方的faceID\n",
    "    \"faceListId\": \"hzh05\",\n",
    "#     \"faceIds\":faceId_02,\n",
    "    \"maxNumOfCandidatesReturned\": 3,\n",
    "    \"mode\": \"matchFace\"#matchPerson #一种为验证模式，一种为相似值模式\n",
    "    }\n",
    "\n",
    "r_findsimilars = requests.post(findsimilars_url,headers=headers,json=data_findsimilars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'persistedFaceId': 'bac0ea52-353d-4a2a-9cf1-da78109f019d',\n",
       "  'confidence': 1.0},\n",
       " {'persistedFaceId': 'f957541a-df00-4dae-9cce-8920f679ba34',\n",
       "  'confidence': 1.0},\n",
       " {'persistedFaceId': '1029b09a-bc24-4c60-ad99-a07bc319acfc',\n",
       "  'confidence': 0.11929}]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_findsimilars.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>userData</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bac0ea52-353d-4a2a-9cf1-da78109f019d</td>\n",
       "      <td>黄泽豪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>f957541a-df00-4dae-9cce-8920f679ba34</td>\n",
       "      <td>黄泽豪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1029b09a-bc24-4c60-ad99-a07bc319acfc</td>\n",
       "      <td>陈琳琳</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId userData\n",
       "0  bac0ea52-353d-4a2a-9cf1-da78109f019d      黄泽豪\n",
       "1  f957541a-df00-4dae-9cce-8920f679ba34      黄泽豪\n",
       "2  1029b09a-bc24-4c60-ad99-a07bc319acfc      陈琳琳"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "adf = pd.json_normalize(r_get_facelist.json()[\"persistedFaces\"])# 升级pandas才能运行\n",
    "adf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bac0ea52-353d-4a2a-9cf1-da78109f019d</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>f957541a-df00-4dae-9cce-8920f679ba34</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1029b09a-bc24-4c60-ad99-a07bc319acfc</td>\n",
       "      <td>0.11929</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId  confidence\n",
       "0  bac0ea52-353d-4a2a-9cf1-da78109f019d     1.00000\n",
       "1  f957541a-df00-4dae-9cce-8920f679ba34     1.00000\n",
       "2  1029b09a-bc24-4c60-ad99-a07bc319acfc     0.11929"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bdf = pd.json_normalize(r_findsimilars.json())# 升级pandas才能运行\n",
    "bdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>userData</th>\n",
       "      <th>confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bac0ea52-353d-4a2a-9cf1-da78109f019d</td>\n",
       "      <td>黄泽豪</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>f957541a-df00-4dae-9cce-8920f679ba34</td>\n",
       "      <td>黄泽豪</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1029b09a-bc24-4c60-ad99-a07bc319acfc</td>\n",
       "      <td>陈琳琳</td>\n",
       "      <td>0.11929</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId userData  confidence\n",
       "0  bac0ea52-353d-4a2a-9cf1-da78109f019d      黄泽豪     1.00000\n",
       "1  f957541a-df00-4dae-9cce-8920f679ba34      黄泽豪     1.00000\n",
       "2  1029b09a-bc24-4c60-ad99-a07bc319acfc      陈琳琳     0.11929"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(adf, bdf,how='inner', on='persistedFaceId').sort_values(by=\"confidence\",ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Detect face 删除列表内人脸id\n",
    "faceListId = \"hzh05\"\n",
    "delete_face_url =\"https://api-hzh.cognitiveservices.azure.com/face/v1.0/facelists/hzh05/persistedfaces/f957541a-df00-4dae-9cce-8920f679ba34\"\n",
    "\n",
    "assert subscription_key\n",
    "# 例如：删除黄志毅： {'persistedFaceId': '69103b48-b6c4-4f58-8ac1-4c8b84e56bc1','userData': '黄智毅'},\n",
    "\n",
    "\n",
    "persistedFaceId = \"f957541a-df00-4dae-9cce-8920f679ba34\"\n",
    "# 直接取上面获得的ID{'persistedFaceId': 'f18450d3-60d2-45f3-a69e-783574dc3ce8'} \n",
    "\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "}\n",
    "\n",
    "# 注意requests请求为delete\n",
    "r_delete_face = requests.delete(delete_face_url,headers=headers,params=persistedFaceId)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_delete_face"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Detect face 删除列表内人脸列表\n",
    "import requests\n",
    "delete_face_url =\"https://api-hzh.cognitiveservices.azure.com/face/v1.0/facelists/hzh05\"#学生填写\n",
    "assert subscription_key\n",
    "\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "}\n",
    "\n",
    "# format内直接删除\n",
    "# 注意requests请求为delete\n",
    "r_delete_facelist = requests.delete(delete_face_url,headers=headers)#学生填写"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_delete_facelist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Face++ FaceSets 实践"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "api_secret = \"P39hSGNmwuLXr3jpoBjV1GOX94lzUll6\"\n",
    "api_key = \"N0v_yqbdnlQXfQj1W4AbrEnV2Fz1qPv2\"  # Replace with a valid Subscription Key here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet Create（创建人脸集合）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. FaceSet Create\n",
    "import requests,json\n",
    "\n",
    "display_name = \"黄泽豪\"\n",
    "outer_id = \"00001\"\n",
    "user_data = \"2人，1男生,1女生，\"\n",
    "\n",
    "CreateFace_Url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/create\"\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'display_name':display_name,\n",
    "    'outer_id':outer_id,\n",
    "    'user_data':user_data\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(CreateFace_Url, params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time_used': 62,\n",
       " 'error_message': 'BAD_ARGUMENTS: user_data',\n",
       " 'request_id': '1603460556,02ff8ddc-eb7f-4418-a862-bcf1a39e26f5'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet GetDetail（获取人脸集合信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "GetDetail_Url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'outer_id':outer_id,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(GetDetail_Url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '84761ce2ed77fadbd561c58b2933b4e4',\n",
       " 'tags': '',\n",
       " 'time_used': 94,\n",
       " 'user_data': '2人，1男生，1女生',\n",
       " 'display_name': '黄泽豪',\n",
       " 'face_tokens': [],\n",
       " 'face_count': 0,\n",
       " 'request_id': '1603454407,db10ba9e-6370-4ea3-9882-8649c5f936e0',\n",
       " 'outer_id': '00001'}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet AddFace（增加人脸信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "AddFace_url = \" https://api-cn.faceplusplus.com/facepp/v3/faceset/addface\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'84761ce2ed77fadbd561c58b2933b4e4',\n",
    "    'face_tokens':'b0407b9e803ebd39d511cd7956fd5bf5',\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(AddFace_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '84761ce2ed77fadbd561c58b2933b4e4',\n",
       " 'time_used': 83,\n",
       " 'face_count': 0,\n",
       " 'face_added': 0,\n",
       " 'request_id': '1603454450,ad79fee4-c1ab-4002-a9bb-80b7bba346db',\n",
       " 'outer_id': '00001',\n",
       " 'failure_detail': [{'reason': 'INVALID_FACE_TOKEN',\n",
       "   'face_token': 'b0407b9e803ebd39d511cd7956fd5bf5'}]}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet RemoveFace（移除人脸信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "RemoveFace_url = \" https://api-cn.faceplusplus.com/facepp/v3/faceset/removeface\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'84761ce2ed77fadbd561c58b2933b4e4',\n",
    "    'face_tokens':'b0407b9e803ebd39d511cd7956fd5bf5',\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(RemoveFace_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '84761ce2ed77fadbd561c58b2933b4e4',\n",
       " 'face_removed': 0,\n",
       " 'time_used': 163,\n",
       " 'face_count': 0,\n",
       " 'request_id': '1603454524,c161f815-f50e-469c-9c9c-86a774d17dea',\n",
       " 'outer_id': '00001',\n",
       " 'failure_detail': [{'reason': 'FACE_NOT_IN_FACESET',\n",
       "   'face_token': 'b0407b9e803ebd39d511cd7956fd5bf5'}]}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet Update（更新人脸集合信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "Update_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/update\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'84761ce2ed77fadbd561c58b2933b4e4',\n",
    "    'user_data':\"2人，1男生，1女生\",\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(Update_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '84761ce2ed77fadbd561c58b2933b4e4',\n",
       " 'request_id': '1603454576,7eaf4df3-95fc-4f02-acf0-05294deb1ccb',\n",
       " 'time_used': 74,\n",
       " 'outer_id': '00001'}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare Face（对比人脸相似度）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "huangzehao = \"http://huang_zehao.gitee.io/picture-storage/huangzehao.jpg\"\n",
    "chenlinlin = \"http://huang_zehao.gitee.io/picture-storage/chenlinlin.jpg\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 方案1:直接对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "Compare_url = \"https://api-cn.faceplusplus.com/facepp/v3/compare\"\n",
    "\n",
    "payload ={\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'image_url1':huangzehao,\n",
    "    'image_url2':chenlinlin\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(Compare_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faces1': [{'face_rectangle': {'width': 309,\n",
       "    'top': 240,\n",
       "    'left': 192,\n",
       "    'height': 309},\n",
       "   'face_token': '06e46e04586f35d96ef591bd87841fc9'}],\n",
       " 'faces2': [{'face_rectangle': {'width': 426,\n",
       "    'top': 221,\n",
       "    'left': 257,\n",
       "    'height': 426},\n",
       "   'face_token': '1de703e3e1e85c68d112c4ec0d3997fd'}],\n",
       " 'time_used': 1051,\n",
       " 'thresholds': {'1e-3': 62.327, '1e-5': 73.975, '1e-4': 69.101},\n",
       " 'confidence': 26.715,\n",
       " 'image_id2': 'oFgp1SD6S9T7m/kMq2Znwg==',\n",
       " 'image_id1': 'IOyV1imNLhDTwYh6VHROsw==',\n",
       " 'request_id': '1603454661,23c84e5f-5493-4c96-9dc4-cecc47889cc5'}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 方案2:与人脸集合进行对比"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 面部检测(获取face_token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "Detect_url = 'https://api-cn.faceplusplus.com/facepp/v3/detect' \n",
    "img_url = huangzehao\n",
    "\n",
    "payload = {\n",
    "    \"image_url\":img_url,\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'return_attributes':'gender,age,smiling,emotion', \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(Detect_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'request_id': '1603454793,3b77e432-a6ca-4a2c-b678-ab1dc0da870b',\n",
       " 'time_used': 1701,\n",
       " 'faces': [{'face_token': '748dce05bcf17c87184e7b32384aabe2',\n",
       "   'face_rectangle': {'top': 240, 'left': 192, 'width': 309, 'height': 309},\n",
       "   'attributes': {'gender': {'value': 'Male'},\n",
       "    'age': {'value': 22},\n",
       "    'smile': {'value': 0.143, 'threshold': 50.0},\n",
       "    'emotion': {'anger': 0.0,\n",
       "     'disgust': 0.0,\n",
       "     'fear': 0.0,\n",
       "     'happiness': 0.0,\n",
       "     'neutral': 100.0,\n",
       "     'sadness': 0.0,\n",
       "     'surprise': 0.0}}}],\n",
       " 'image_id': 'IOyV1imNLhDTwYh6VHROsw==',\n",
       " 'face_num': 1}"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 讯飞人脸对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"code\":\"0\",\"data\":0.372962,\"desc\":\"success\",\"sid\":\"wsr000382c2@dx2d7612ee13b46f1a00\"}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import time\n",
    "import json\n",
    "import hashlib\n",
    "import base64\n",
    "\n",
    "\n",
    "def main():\n",
    "    # 应用ID (必须为webapi类型应用，并开通人脸比对服务，参考帖子如何创建一个webapi应用：http://bbs.xfyun.cn/forum.php?mod=viewthread&tid=36481)\n",
    "    x_appid = '5f91bac0'\n",
    "    # 接口密钥(webapi类型应用开通人脸比对服务后，控制台--我的应用---人脸比对---相应服务的apikey)\n",
    "    api_key = '4b02bfd666703c76a5c1fc414d1dae9b'\n",
    "    # webapi接口地址\n",
    "    url = 'http://api.xfyun.cn/v1/service/v1/image_identify/face_verification'\n",
    "    # 组装http请求头\n",
    "    x_time = str(int(time.time()))\n",
    "    param = {'auto_rotate': True}\n",
    "    param = json.dumps(param)\n",
    "    x_param = base64.b64encode(param.encode('utf-8'))\n",
    "    m2 = hashlib.md5()\n",
    "    m2.update(str(api_key + x_time + str(x_param, 'utf-8')).encode('utf-8'))\n",
    "    x_checksum = m2.hexdigest()\n",
    "    x_header = {\n",
    "        'X-Appid': x_appid,\n",
    "        'X-CurTime': x_time,\n",
    "        'X-CheckSum': x_checksum,\n",
    "        'X-Param': x_param,\n",
    "    }\n",
    "    # 对图片一和图片二base64编码\n",
    "    with open(r'D:\\手机相片\\陈琳琳.jpg', 'rb') as f:\n",
    "        f1 = f.read()\n",
    "    with open(r'D:\\手机相片\\黄泽豪.jpg', 'rb') as f:\n",
    "        f2 = f.read()\n",
    "    f1_base64 = str(base64.b64encode(f1), 'utf-8')\n",
    "    f2_base64 = str(base64.b64encode(f2), 'utf-8')\n",
    "    data = {\n",
    "        'first_image': f1_base64,\n",
    "        'second_image': f2_base64,\n",
    "    }\n",
    "    req = requests.post(url, data=data, headers=x_header)\n",
    "    result = str(req.content, 'utf-8')\n",
    "    print(result)  # 错误码链接：https://www.xfyun.cn/document/error-code (code返回错误码时必看)\n",
    "    return\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    main()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算机视觉"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_\", \"score\": 0.3671875, \"detail\": {\"celebrities\": []}}, {\"name\": \"people_portrait\", \"score\": 0.62890625, \"detail\": {\"celebrities\": []}}], \"color\": {\"dominantColorForeground\": \"Brown\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [], \"accentColor\": \"154E5D\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"indoor\", \"man\", \"sitting\", \"young\", \"shirt\", \"front\", \"looking\", \"table\", \"smiling\", \"posing\", \"wearing\", \"boy\", \"photo\", \"laptop\", \"camera\", \"holding\", \"woman\", \"using\", \"hair\", \"green\", \"computer\", \"plate\", \"standing\", \"people\", \"blue\"], \"captions\": [{\"text\": \"a person posing for the camera\", \"confidence\": 0.9791797977194594}]}, \"requestId\": \"803a4367-2d60-4c6b-aeae-35c6d7723d0f\", \"metadata\": {\"height\": 691, \"width\": 699, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://api-jisjsj.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"66b6acbb7ec94332a183318c109f4a87\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://huang_zehao.gitee.io/picture-storage/huangzehao.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_portrait', 'score': 0.74609375, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Grey'], 'accentColor': '722630', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'clothing', 'glasses', 'woman', 'wearing', 'window', 'lady', 'looking', 'sunglasses', 'sitting', 'holding', 'sweater', 'shirt', 'standing', 'smiling', 'pair', 'hat', 'phone', 'man'], 'captions': [{'text': 'a woman wearing glasses', 'confidence': 0.953454424162116}]}, 'requestId': '11070647-c071-4481-931d-4bc402147ef6', 'metadata': {'height': 1440, 'width': 1080, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"D:\\手机相片\\陈琳琳.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"66b6acbb7ec94332a183318c109f4a87\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://api-jisjsj.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://huang_zehao.gitee.io/picture-storage/huangzehao.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"66b6acbb7ec94332a183318c109f4a87\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取印刷提文本和手写文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T04:07:06Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T04:07:07Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -1.2153,\n",
      "                \"width\": 1440,\n",
      "                \"height\": 1080,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            393,\n",
      "                            473,\n",
      "                            984,\n",
      "                            459,\n",
      "                            985,\n",
      "                            629,\n",
      "                            398,\n",
      "                            640\n",
      "                        ],\n",
      "                        \"text\": \"NOUN\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    465,\n",
      "                                    480,\n",
      "                                    979,\n",
      "                                    460,\n",
      "                                    979,\n",
      "                                    633,\n",
      "                                    470,\n",
      "                                    640\n",
      "                                ],\n",
      "                                \"text\": \"NOUN\",\n",
      "                                \"confidence\": 0.949\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "import matplotlib.pyplot as plt                                    #需要调用的模块\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "text_recognition_url = \"https://api-jisjsj.cognitiveservices.azure.com/\" + \"/vision/v3.1/read/analyze\"     #HTTP\n",
    "subscription_key=\"66b6acbb7ec94332a183318c109f4a87\"                                                   #密钥\n",
    "image_url = \"http://huang_zehao.gitee.io/picture-storage/shouxieti.jpg\"            #需要分析的图片\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    print(json.dumps(analysis, indent=4))\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 印刷体识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T04:15:00Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T04:15:00Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T04:15:00Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T04:15:01Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -0.0738,\n",
      "                \"width\": 1023,\n",
      "                \"height\": 744,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            125,\n",
      "                            267,\n",
      "                            901,\n",
      "                            266,\n",
      "                            901,\n",
      "                            453,\n",
      "                            125,\n",
      "                            454\n",
      "                        ],\n",
      "                        \"text\": \"NOUN\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    126,\n",
      "                                    275,\n",
      "                                    902,\n",
      "                                    275,\n",
      "                                    901,\n",
      "                                    453,\n",
      "                                    133,\n",
      "                                    455\n",
      "                                ],\n",
      "                                \"text\": \"NOUN\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            16,\n",
      "                            701,\n",
      "                            260,\n",
      "                            701,\n",
      "                            260,\n",
      "                            729,\n",
      "                            16,\n",
      "                            730\n",
      "                        ],\n",
      "                        \"text\": \"HEEHXIX Paixin.com\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    17,\n",
      "                                    701,\n",
      "                                    113,\n",
      "                                    702,\n",
      "                                    114,\n",
      "                                    729,\n",
      "                                    17,\n",
      "                                    731\n",
      "                                ],\n",
      "                                \"text\": \"HEEHXIX\",\n",
      "                                \"confidence\": 0.565\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    119,\n",
      "                                    702,\n",
      "                                    260,\n",
      "                                    702,\n",
      "                                    260,\n",
      "                                    729,\n",
      "                                    119,\n",
      "                                    729\n",
      "                                ],\n",
      "                                \"text\": \"Paixin.com\",\n",
      "                                \"confidence\": 0.973\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "import matplotlib.pyplot as plt                                    #需要调用的模块\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "text_recognition_url = \"https://api-jisjsj.cognitiveservices.azure.com/\" + \"/vision/v3.1/read/analyze\"     #HTTP\n",
    "subscription_key=\"66b6acbb7ec94332a183318c109f4a87\"                                                   #密钥\n",
    "image_url = \"http://huang_zehao.gitee.io/picture-storage/yinshuati.jpg\"            #需要分析的图片\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    print(json.dumps(analysis, indent=4))\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 域模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 地名识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Tiananmen Square', 'confidence': 0.9999227523803711}]}, 'requestId': '18a16ec7-f6f5-4a93-99a8-2267f7853059', 'metadata': {'height': 339, 'width': 597, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = \"https://api-jisjsj.cognitiveservices.azure.com/\" + \"vision/v3.1/models/landmarks/analyze\"\n",
    "subscription_key=\"66b6acbb7ec94332a183318c109f4a87\"\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://dangshi.people.com.cn/NMediaFile/2013/0514/MAIN201305141501000111631793483.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 名人识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Jiang Wen', 'confidence': 0.7060664892196655, 'faceRectangle': {'left': 144, 'top': 94, 'width': 89, 'height': 89}}]}, 'requestId': 'b4a22362-7a30-4799-b410-f4f53022be67', 'metadata': {'height': 450, 'width': 300, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "subscription_key = \"66b6acbb7ec94332a183318c109f4a87\"\n",
    "assert subscription_key\n",
    "vision_base_url = \"https://api-jisjsj.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://news.cri.cn/mmsource/images/2011/03/18/15/1294616081402624635.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
